Period
to 27 November 2021

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 27 November 2021 with a comparison to the same period in the previous 2 years.

NumPy
England > East of England
6 months to
27 Nov 2021
Same period 2020 Same period 2019
Rank 209 132 242
Rank change year-on-year -77 +110 +96
Permanent jobs citing NumPy 27 5 27
As % of all permanent jobs advertised in the East of England 0.48% 0.25% 0.40%
As % of the Libraries, Frameworks & Software Standards category 2.07% 0.63% 1.22%
Number of salaries quoted 20 4 25
10th Percentile £42,425 £47,075 "
25th Percentile £57,500 £53,938 £37,500
Median annual salary (50th Percentile) £65,000 £61,500 £40,000
Median % change year-on-year +5.69% +53.75% -36.00%
75th Percentile £77,813 £70,000 £67,500
90th Percentile £84,125 £76,750 £71,250
England median annual salary £80,000 £77,500 £70,000
% change year-on-year +3.23% +10.71% -

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the East of England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
East of England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,307 792 2,209
As % of all permanent IT jobs advertised in the East of England 23.05% 40.31% 32.68%
Number of salaries quoted 804 631 1,674
10th Percentile £37,500 £32,500 £31,250
25th Percentile £43,750 £38,750 £37,500
Median annual salary (50th Percentile) £55,000 £50,000 £50,000
Median % change year-on-year +10.00% - +5.26%
75th Percentile £66,750 £67,500 £61,250
90th Percentile £75,000 £85,000 £73,750
England median annual salary £60,000 £58,000 £55,000
% change year-on-year +3.45% +5.45% +4.76%

NumPy
Job Vacancy Trend in the East of England

Job postings citing NumPy as a proportion of all IT jobs advertised in the East of England.

Job vacancy trend for NumPy in the East of England

NumPy
Salary Trend in the East of England

3-month moving average salary quoted in jobs citing NumPy in the East of England.

Salary trend for NumPy in the East of England

NumPy
Salary Histogram in the East of England

Salary distribution for jobs citing NumPy in the East of England over the 6 months to 27 November 2021.

Salary histogram for NumPy in the East of England

NumPy
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the East of England region over the 6 months to 27 November 2021. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridgeshire -43 23 £65,000 +7.44% 7
Essex - 3 - -
Suffolk -20 1 - -
NumPy
England

For the 6 months to 27 November 2021, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the East of England region with a requirement for NumPy.

1 27 (100.00%) Python
2 24 (88.89%) Software Engineering
3 18 (66.67%) Linux
4 14 (51.85%) Jenkins
4 14 (51.85%) JIRA
5 13 (48.15%) Electronics
6 11 (40.74%) SciPy
6 11 (40.74%) Mathematics
7 10 (37.04%) Agile Software Development
8 9 (33.33%) MATLAB
8 9 (33.33%) Data Science
9 8 (29.63%) API Development
9 8 (29.63%) CMake
9 8 (29.63%) Pandas
9 8 (29.63%) C++
9 8 (29.63%) Computer Science
9 8 (29.63%) Confluence
10 7 (25.93%) Visualisation
10 7 (25.93%) Docker
10 7 (25.93%) Analytical Skills
10 7 (25.93%) Analytics
10 7 (25.93%) Problem-Solving
10 7 (25.93%) Kubernetes
10 7 (25.93%) Jupyter
10 7 (25.93%) Asynchronous Programming
11 6 (22.22%) TestRail
11 6 (22.22%) Ansible
11 6 (22.22%) Dask
11 6 (22.22%) Bash Shell
11 6 (22.22%) Algorithms

NumPy
Co-occurring IT Skills in the East of England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 8 (29.63%) Confluence
2 7 (25.93%) Jupyter
Applications
1 1 (3.70%) Weka
Cloud Services
1 3 (11.11%) AWS
1 3 (11.11%) Azure
2 2 (7.41%) GitHub
3 1 (3.70%) Power Platform
Database & Business Intelligence
1 2 (7.41%) PostgreSQL
2 1 (3.70%) Azure SQL Database
2 1 (3.70%) Data Mining
2 1 (3.70%) MySQL
2 1 (3.70%) Power BI
2 1 (3.70%) RDBMS
2 1 (3.70%) Relational Database
2 1 (3.70%) SQL Server
2 1 (3.70%) Tableau
Development Applications
1 14 (51.85%) Jenkins
1 14 (51.85%) JIRA
2 8 (29.63%) CMake
3 6 (22.22%) GitLab
3 6 (22.22%) Octopus Deploy
3 6 (22.22%) TestRail
4 3 (11.11%) PyCharm
5 2 (7.41%) Visual Studio
6 1 (3.70%) Git (software)
6 1 (3.70%) Pylint
General
1 13 (48.15%) Electronics
2 7 (25.93%) Analytical Skills
3 6 (22.22%) Inclusion and Diversity
4 2 (7.41%) Automotive
Job Titles
1 17 (62.96%) Software Engineer
2 15 (55.56%) Python Engineer
3 14 (51.85%) Python Software Engineer
4 8 (29.63%) C++ Software Engineer
5 7 (25.93%) Developer
5 7 (25.93%) Software Developer
6 6 (22.22%) Lead Developer
6 6 (22.22%) Lead Software Developer
6 6 (22.22%) Python Developer
7 3 (11.11%) Senior Software Engineer
8 2 (7.41%) Data Scientist
8 2 (7.41%) Embedded Engineer
8 2 (7.41%) Embedded Software Engineer
9 1 (3.70%) C# Software Engineer
9 1 (3.70%) Data Science Developer
9 1 (3.70%) Senior C# Software Engineer
Libraries, Frameworks & Software Standards
1 11 (40.74%) SciPy
2 8 (29.63%) Pandas
3 6 (22.22%) Dask
3 6 (22.22%) PyQt
3 6 (22.22%) pytest
3 6 (22.22%) RESTful
3 6 (22.22%) Software Packaging
3 6 (22.22%) Sphinx
3 6 (22.22%) Tkinter
3 6 (22.22%) Web Services
4 2 (7.41%) ADO
4 2 (7.41%) PyTorch
5 1 (3.70%) Bokeh
5 1 (3.70%) Matplotlib
5 1 (3.70%) scikit-learn
5 1 (3.70%) Seaborn
5 1 (3.70%) SQLAlchemy
Miscellaneous
1 6 (22.22%) Algorithms
1 6 (22.22%) Life Science
2 2 (7.41%) Embedded Systems
3 1 (3.70%) NHS
3 1 (3.70%) Robotics
Operating Systems
1 18 (66.67%) Linux
2 6 (22.22%) Mac OS
2 6 (22.22%) Unix
3 2 (7.41%) Windows
Processes & Methodologies
1 24 (88.89%) Software Engineering
2 11 (40.74%) Mathematics
3 10 (37.04%) Agile Software Development
4 9 (33.33%) Data Science
5 8 (29.63%) API Development
5 8 (29.63%) Computer Science
6 7 (25.93%) Analytics
6 7 (25.93%) Asynchronous Programming
6 7 (25.93%) Problem-Solving
6 7 (25.93%) Visualisation
7 6 (22.22%) Coaching
7 6 (22.22%) Data Modelling
7 6 (22.22%) Kanban
7 6 (22.22%) Refactoring
7 6 (22.22%) Scrum
7 6 (22.22%) Sprint Planning
7 6 (22.22%) Sprint Retrospective
7 6 (22.22%) TDD
8 4 (14.81%) Signal Processing
9 3 (11.11%) Kalman Filter
Programming Languages
1 27 (100.00%) Python
2 9 (33.33%) MATLAB
3 8 (29.63%) C++
4 6 (22.22%) Bash Shell
5 3 (11.11%) Java
6 2 (7.41%) C#
6 2 (7.41%) JavaScript
6 2 (7.41%) SQL
7 1 (3.70%) C
7 1 (3.70%) R
Qualifications
1 5 (18.52%) PhD
2 2 (7.41%) Degree
Quality Assurance & Compliance
1 6 (22.22%) QA
System Software
1 7 (25.93%) Docker
Systems Management
1 7 (25.93%) Kubernetes
2 6 (22.22%) Ansible
Vendors
1 6 (22.22%) YouTube
2 1 (3.70%) Microsoft
2 1 (3.70%) Oracle
2 1 (3.70%) Salesforce.com